{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FWI with Quasi-Newton methods from the NLopt library\n",
    "\n",
    "In this notebook, we demonstrate how to interface the NLopt optimization library for full-waveform inversion with a limited-memory Quasi-Newton (L-BFGS) algorithm. Once again, we start by adding additional workers for parallel computing and by loading all necessary modules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Distributed; addprocs(2)\n",
    "@everywhere using SegyIO, HDF5, PyPlot, JUDI.TimeModeling, NLopt, Random, LinearAlgebra, Printf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the FWI starting model from the HDF5 model file and set up the JUDI model structure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m0, n, d, o = read(h5open(\"overthrust_model.h5\",\"r\"),\"m0\",\"n\",\"d\",\"o\"); title(\"Starting model\")\n",
    "model0 = Model((n[1],n[2]), (d[1],d[2]), (o[1],o[2]), m0);\n",
    "imshow(sqrt.(1f0./m0)', cmap=\"GnBu\", extent=(0,10,3,0));\n",
    "xlabel(\"Lateral position [km]\");\n",
    "ylabel(\"Depth [km]\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we read the SEG-Y file containing our test data set. The data was generated with a 2D excerpt from the Overthrust velocity model and consists of 31 shot records with 2 seconds recording time. We load the data and set up a JUDI seismic data vector:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: Fixed length trace flag set in stream: IOBuffer(data=UInt8[...], readable=true, writable=false, seekable=true, append=false, size=7076688, maxsize=Inf, ptr=3601, mark=-1)\n",
      "└ @ SegyIO /Users/mathiaslouboutin/.julia/packages/SegyIO/uw4ZW/src/read/read_file.jl:26\n"
     ]
    }
   ],
   "source": [
    "block = segy_read(\"overthrust_shot_records.segy\");\n",
    "d_obs = judiVector(block);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 700x700 with 4 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "extent = [0, 10, 2, 0]\n",
    "figure(figsize=(7, 7))\n",
    "subplot(221)\n",
    "imshow(d_obs.data[1], vmin=-1, vmax=1, cmap=\"PuOr\", extent=extent, aspect=4, interpolation=\"hamming\")\n",
    "xlabel(\"Receiver position(km)\")\n",
    "ylabel(\"Time(s)\")\n",
    "subplot(222)\n",
    "imshow(d_obs.data[6], vmin=-1, vmax=1, cmap=\"PuOr\", extent=extent, aspect=4, interpolation=\"hamming\")\n",
    "xlabel(\"Receiver position(km)\")\n",
    "ylabel(\"Time(s)\")\n",
    "subplot(223)\n",
    "imshow(d_obs.data[11], vmin=-1, vmax=1, cmap=\"PuOr\", extent=extent, aspect=4, interpolation=\"hamming\")\n",
    "xlabel(\"Receiver position(km)\")\n",
    "ylabel(\"Time(s)\")\n",
    "subplot(224)\n",
    "imshow(d_obs.data[16], vmin=-1, vmax=1, cmap=\"PuOr\", extent=extent, aspect=4, interpolation=\"hamming\")\n",
    "xlabel(\"Receiver position(km)\")\n",
    "ylabel(\"Time(s)\")\n",
    "tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the SEG-Y file contains the source coordinates, but not the wavelet itself, we create a JUDI `Geometry` structure for the source and then manually set up an 8 Hz Ricker wavelet. As for the observed data, we set up a JUDI seismic data vector `q` with the source geometry and wavelet:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "src_geometry = Geometry(block; key=\"source\");\n",
    "src_data = ricker_wavelet(src_geometry.t[1], src_geometry.dt[1], 0.008f0);\n",
    "q = judiVector(src_geometry, src_data);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimization\n",
    "\n",
    "Rather than implementing the L-BFGS algorithms in Julia ourselves, we interface the NLopt optimization library. This library requires objective functions with the current variable and gradient as input arguments and the function value as the only output argument. For this reason, we build a wrapper that is customized for the NLopt library around our `fwi_objective` function. The function `f!` takes a vectorized estimate of the current model as well as the (vectorized) gradient as input arguments. NLopt uses double precision for floating point variables, so the first step inside `f!` is to reshape and convert the model to single precision. Then we choose a randomized subset of sources and shot records and compute the function value `fval` and `gradient` of the FWI objective function. We then set the gradient in the water layer to zero and overwrite the input gradient `grad` with the new gradient. Furthermore, we keep track of the number of function evaluations through increasing the `count` variable, which will serve as the termination criterion for the algorithm. In Julia, we set up `f!` in the following way: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "LoadError",
     "evalue": "UndefVarError: @printf not defined",
     "output_type": "error",
     "traceback": [
      "UndefVarError: @printf not defined",
      ""
     ]
    }
   ],
   "source": [
    "batchsize = 8;\n",
    "count = 0;\n",
    "\n",
    "# NLopt objective function\n",
    "function f!(x, grad)\n",
    "    global count\n",
    "    if count == 0\n",
    "        @printf(\"%10s %15s %15s\\n\",\"Iteration\",\"Function Val\",\"norm(g)\")\n",
    "    end\n",
    "    # Update model\n",
    "    model0.m = Float32.(reshape(x,model0.n))\n",
    "\n",
    "    # Seclect batch and calculate gradient\n",
    "    i = randperm(d_obs.nsrc)[1:batchsize]\n",
    "    fval, gradient = fwi_objective(model0, q[i], d_obs[i])\n",
    "\n",
    "    # Reset gradient in water column to zero\n",
    "    gradient = reshape(gradient, model0.n)\n",
    "    gradient[:,1:21] .= 0f0\n",
    "    grad[1:end] = vec(gradient)\n",
    "          \n",
    "    global count; count += 1\n",
    "    @printf(\"%10d %15.5e %15.5e\\n\",count, fval, norm(g))\n",
    "    return convert(Float64, fval)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    255339.66398837214    262117.01773563828\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "255339.66398837214"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = zeros(prod(model0.n))\n",
    "f0 = f!(vec(model0.m), g)\n",
    "# Reset count\n",
    "global count = 0;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(reshape(g, model0.n)', vmin=-1e3, vmax=1e3, extent=(0,10,3,0), cmap=\"jet\")\n",
    "title(\"FWI first gradient\")\n",
    "xlabel(\"Lateral position [km]\");\n",
    "ylabel(\"Depth [km]\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As in our gradient descent and Gauss-Newton example, we define bound constraints for the squared slowness to prevent velocities from becoming negative or too large:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up bound constrains\n",
    "v0 = sqrt.(1f0./model0.m)\n",
    "vmin = ones(Float32, model0.n) .* 1.3f0;\n",
    "vmax = ones(Float32, model0.n) .* 6.5f0;\n",
    "\n",
    "# Convert to squared slowness\n",
    "mmin = vec((1f0 ./ vmax).^2);\n",
    "mmax = vec((1f0 ./ vmin).^2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The NLopt library offers a range of different optimization algorithms, from which we choose the L-BFGS method. We create an optimization object called `opt` by specifying the algorithm we want to use and the dimenions of the unknown model vector. We then set the upper and lower bounds of the variable, define `f!` as the objective function and set the termination criterion to be a maximum of 15 function evaluations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = Opt(:LD_LBFGS, prod(model0.n))\n",
    "lower_bounds!(opt, mmin)\n",
    "upper_bounds!(opt, mmax)\n",
    "min_objective!(opt, f!)\n",
    "maxeval!(opt, 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remark: Subsampling the number of sources should in practice never be used for second order methods such as L-BFGS. Specialized stochastic second order methods exist, but differ from standard Quasi-Newton methods. We only use source subsampling to reduce the computational cost of our example. Having set up the objective function, bound constraints and termination criterion, we can now run the inversion:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** This example requires ~200 MB of memory per gradient, i.e. 800 MB with four parallel workers. It runs for approximately 15 minutes. **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2    257901.94477162338    258980.10388516955\n",
      "3    172803.59079827153    302780.85054677405\n",
      "4    189130.6172962864    318396.30082959705\n",
      "5    206791.76877585545    375180.5596427598\n",
      "6    214141.76860964662    406769.76629408816\n",
      "7    364202.2299721926    359639.79808253766\n",
      "8    144399.94956911763    208320.48800925835\n",
      "9    115243.88926892391    196391.16164069102\n",
      "10    83024.91172473418    233775.52396071967\n",
      "11    79410.95713778166    217893.00687219884\n",
      "12    67300.58613575318    210013.1922979365\n",
      "13    51630.938175045296    108049.05286704176\n",
      "14    46403.458416860216    117827.36750250543\n",
      "15    43086.70610388414    94403.35456695667\n",
      "16    35267.624712575205    96966.99249506553\n"
     ]
    }
   ],
   "source": [
    "(minf, minx, ret) = optimize(opt, vec(model0.m));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the final velocity model after 15 function evaluations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(sqrt.(1f0./reshape(minx, model0.n))', cmap=\"GnBu\", extent=(0,10,3,0), vmin=1.5, vmax=5.4); title(\"FWI with L-BFGS\")\n",
    "xlabel(\"Lateral position [km]\");\n",
    "ylabel(\"Depth [km]\");"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Julia 1.4.1",
   "language": "julia",
   "name": "julia-1.4"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
